{
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  "metadata": {
    "colab": {
      "name": "Logica_example_Avengers_and_PostgreSQL.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyPrD/4G4NwaciqD33rgTwsS",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/EvgSkv/logica/blob/main/examples/Logica_example_Avengers_and_PostgreSQL.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "S26GH8bkUrmK"
      },
      "source": [
        "# Logica example: Avengers and PostgreSQL\n",
        "\n",
        "At the moment only BigQuery is fully supported in Logica, but in the future we plan to support other engines.\n",
        "There is already an **experimental** support for PostgreSQL.\n",
        "\n",
        "Engine is controlled with `@Engine` annotation.\n",
        "\n",
        "In this CoLab we give an example of how mortality of Avengers can be computed\n",
        "with Logica on PostgreSQL engine.\n",
        "\n",
        "The Avengers dataset published by [FiveThirtyEight](https://fivethirtyeight.com/) is used."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ltqvl1qmVkfR"
      },
      "source": [
        "## Install Logica and PostgreSQL."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "W7NuEqRJPMzt",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fc90c33b-cd59-4fc8-eae7-57cc963d9723"
      },
      "source": [
        "# Install Logica.\n",
        "!pip install logica\n",
        "\n",
        "# Install postgresql server.\n",
        "!sudo apt-get -y -qq update\n",
        "!sudo apt-get -y -qq install postgresql\n",
        "!sudo service postgresql start\n",
        "\n",
        "# Prepare database for Logica.\n",
        "!sudo -u postgres psql -c \"CREATE USER logica WITH SUPERUSER\"\n",
        "!sudo -u postgres psql -c \"ALTER USER logica PASSWORD 'logica';\"\n",
        "!sudo -u postgres psql -U postgres -c 'CREATE DATABASE logica;'\n",
        "\n",
        "# Connect to the database.\n",
        "from logica import colab_logica\n",
        "from sqlalchemy import create_engine\n",
        "import pandas\n",
        "engine = create_engine('postgresql+psycopg2://logica:logica@127.0.0.1', pool_recycle=3600);\n",
        "connection = engine.connect();\n",
        "colab_logica.SetDbConnection(connection)"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting logica\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/d7/1d/5ffb3e1a4531edaaeba961f1c0c398ed113d7640908bd1504f057d1491c6/logica-1.3.14-py3-none-any.whl (69kB)\n",
            "\r\u001b[K     |████▊                           | 10kB 16.5MB/s eta 0:00:01\r\u001b[K     |█████████▍                      | 20kB 20.6MB/s eta 0:00:01\r\u001b[K     |██████████████                  | 30kB 24.6MB/s eta 0:00:01\r\u001b[K     |██████████████████▉             | 40kB 26.3MB/s eta 0:00:01\r\u001b[K     |███████████████████████▌        | 51kB 28.8MB/s eta 0:00:01\r\u001b[K     |████████████████████████████▏   | 61kB 28.1MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 71kB 7.1MB/s \n",
            "\u001b[?25hInstalling collected packages: logica\n",
            "Successfully installed logica-1.3.14\n",
            "debconf: unable to initialize frontend: Dialog\n",
            "debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 76, <> line 12.)\n",
            "debconf: falling back to frontend: Readline\n",
            "debconf: unable to initialize frontend: Readline\n",
            "debconf: (This frontend requires a controlling tty.)\n",
            "debconf: falling back to frontend: Teletype\n",
            "dpkg-preconfigure: unable to re-open stdin: \n",
            "Selecting previously unselected package cron.\n",
            "(Reading database ... 160706 files and directories currently installed.)\n",
            "Preparing to unpack .../00-cron_3.0pl1-128.1ubuntu1_amd64.deb ...\n",
            "Unpacking cron (3.0pl1-128.1ubuntu1) ...\n",
            "Selecting previously unselected package logrotate.\n",
            "Preparing to unpack .../01-logrotate_3.11.0-0.1ubuntu1_amd64.deb ...\n",
            "Unpacking logrotate (3.11.0-0.1ubuntu1) ...\n",
            "Selecting previously unselected package netbase.\n",
            "Preparing to unpack .../02-netbase_5.4_all.deb ...\n",
            "Unpacking netbase (5.4) ...\n",
            "Preparing to unpack .../03-libpq-dev_10.17-0ubuntu0.18.04.1_amd64.deb ...\n",
            "Unpacking libpq-dev (10.17-0ubuntu0.18.04.1) over (10.16-0ubuntu0.18.04.1) ...\n",
            "Preparing to unpack .../04-libpq5_10.17-0ubuntu0.18.04.1_amd64.deb ...\n",
            "Unpacking libpq5:amd64 (10.17-0ubuntu0.18.04.1) over (10.16-0ubuntu0.18.04.1) ...\n",
            "Selecting previously unselected package postgresql-client-common.\n",
            "Preparing to unpack .../05-postgresql-client-common_190ubuntu0.1_all.deb ...\n",
            "Unpacking postgresql-client-common (190ubuntu0.1) ...\n",
            "Selecting previously unselected package postgresql-client-10.\n",
            "Preparing to unpack .../06-postgresql-client-10_10.17-0ubuntu0.18.04.1_amd64.deb ...\n",
            "Unpacking postgresql-client-10 (10.17-0ubuntu0.18.04.1) ...\n",
            "Selecting previously unselected package ssl-cert.\n",
            "Preparing to unpack .../07-ssl-cert_1.0.39_all.deb ...\n",
            "Unpacking ssl-cert (1.0.39) ...\n",
            "Selecting previously unselected package postgresql-common.\n",
            "Preparing to unpack .../08-postgresql-common_190ubuntu0.1_all.deb ...\n",
            "Adding 'diversion of /usr/bin/pg_config to /usr/bin/pg_config.libpq-dev by postgresql-common'\n",
            "Unpacking postgresql-common (190ubuntu0.1) ...\n",
            "Selecting previously unselected package postgresql-10.\n",
            "Preparing to unpack .../09-postgresql-10_10.17-0ubuntu0.18.04.1_amd64.deb ...\n",
            "Unpacking postgresql-10 (10.17-0ubuntu0.18.04.1) ...\n",
            "Selecting previously unselected package postgresql.\n",
            "Preparing to unpack .../10-postgresql_10+190ubuntu0.1_all.deb ...\n",
            "Unpacking postgresql (10+190ubuntu0.1) ...\n",
            "Selecting previously unselected package sysstat.\n",
            "Preparing to unpack .../11-sysstat_11.6.1-1ubuntu0.1_amd64.deb ...\n",
            "Unpacking sysstat (11.6.1-1ubuntu0.1) ...\n",
            "Setting up sysstat (11.6.1-1ubuntu0.1) ...\n",
            "debconf: unable to initialize frontend: Dialog\n",
            "debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 76.)\n",
            "debconf: falling back to frontend: Readline\n",
            "\n",
            "Creating config file /etc/default/sysstat with new version\n",
            "update-alternatives: using /usr/bin/sar.sysstat to provide /usr/bin/sar (sar) in auto mode\n",
            "Created symlink /etc/systemd/system/multi-user.target.wants/sysstat.service → /lib/systemd/system/sysstat.service.\n",
            "Setting up ssl-cert (1.0.39) ...\n",
            "debconf: unable to initialize frontend: Dialog\n",
            "debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 76.)\n",
            "debconf: falling back to frontend: Readline\n",
            "Setting up libpq5:amd64 (10.17-0ubuntu0.18.04.1) ...\n",
            "Setting up cron (3.0pl1-128.1ubuntu1) ...\n",
            "Adding group `crontab' (GID 110) ...\n",
            "Done.\n",
            "Created symlink /etc/systemd/system/multi-user.target.wants/cron.service → /lib/systemd/system/cron.service.\n",
            "update-rc.d: warning: start and stop actions are no longer supported; falling back to defaults\n",
            "invoke-rc.d: could not determine current runlevel\n",
            "invoke-rc.d: policy-rc.d denied execution of start.\n",
            "Setting up logrotate (3.11.0-0.1ubuntu1) ...\n",
            "Setting up netbase (5.4) ...\n",
            "Setting up libpq-dev (10.17-0ubuntu0.18.04.1) ...\n",
            "Setting up postgresql-client-common (190ubuntu0.1) ...\n",
            "Setting up postgresql-common (190ubuntu0.1) ...\n",
            "debconf: unable to initialize frontend: Dialog\n",
            "debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 76.)\n",
            "debconf: falling back to frontend: Readline\n",
            "Adding user postgres to group ssl-cert\n",
            "\n",
            "Creating config file /etc/postgresql-common/createcluster.conf with new version\n",
            "Building PostgreSQL dictionaries from installed myspell/hunspell packages...\n",
            "Removing obsolete dictionary files:\n",
            "Created symlink /etc/systemd/system/multi-user.target.wants/postgresql.service → /lib/systemd/system/postgresql.service.\n",
            "invoke-rc.d: could not determine current runlevel\n",
            "invoke-rc.d: policy-rc.d denied execution of start.\n",
            "Setting up postgresql-client-10 (10.17-0ubuntu0.18.04.1) ...\n",
            "update-alternatives: using /usr/share/postgresql/10/man/man1/psql.1.gz to provide /usr/share/man/man1/psql.1.gz (psql.1.gz) in auto mode\n",
            "Setting up postgresql-10 (10.17-0ubuntu0.18.04.1) ...\n",
            "debconf: unable to initialize frontend: Dialog\n",
            "debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 76.)\n",
            "debconf: falling back to frontend: Readline\n",
            "Creating new PostgreSQL cluster 10/main ...\n",
            "/usr/lib/postgresql/10/bin/initdb -D /var/lib/postgresql/10/main --auth-local peer --auth-host md5\n",
            "The files belonging to this database system will be owned by user \"postgres\".\n",
            "This user must also own the server process.\n",
            "\n",
            "The database cluster will be initialized with locale \"en_US.UTF-8\".\n",
            "The default database encoding has accordingly been set to \"UTF8\".\n",
            "The default text search configuration will be set to \"english\".\n",
            "\n",
            "Data page checksums are disabled.\n",
            "\n",
            "fixing permissions on existing directory /var/lib/postgresql/10/main ... ok\n",
            "creating subdirectories ... ok\n",
            "selecting default max_connections ... 100\n",
            "selecting default shared_buffers ... 128MB\n",
            "selecting default timezone ... Etc/UTC\n",
            "selecting dynamic shared memory implementation ... posix\n",
            "creating configuration files ... ok\n",
            "running bootstrap script ... ok\n",
            "performing post-bootstrap initialization ... ok\n",
            "syncing data to disk ... ok\n",
            "\n",
            "Success. You can now start the database server using:\n",
            "\n",
            "    /usr/lib/postgresql/10/bin/pg_ctl -D /var/lib/postgresql/10/main -l logfile start\n",
            "\n",
            "Ver Cluster Port Status Owner    Data directory              Log file\n",
            "\u001b[31m10  main    5432 down   postgres /var/lib/postgresql/10/main /var/log/postgresql/postgresql-10-main.log\u001b[0m\n",
            "update-alternatives: using /usr/share/postgresql/10/man/man1/postmaster.1.gz to provide /usr/share/man/man1/postmaster.1.gz (postmaster.1.gz) in auto mode\n",
            "invoke-rc.d: could not determine current runlevel\n",
            "invoke-rc.d: policy-rc.d denied execution of start.\n",
            "Setting up postgresql (10+190ubuntu0.1) ...\n",
            "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n",
            "Processing triggers for libc-bin (2.27-3ubuntu1.2) ...\n",
            "/sbin/ldconfig.real: /usr/local/lib/python3.7/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link\n",
            "\n",
            "Processing triggers for systemd (237-3ubuntu10.47) ...\n",
            " * Starting PostgreSQL 10 database server\n",
            "   ...done.\n",
            "CREATE ROLE\n",
            "ALTER ROLE\n",
            "CREATE DATABASE\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/psycopg2/__init__.py:144: UserWarning: The psycopg2 wheel package will be renamed from release 2.8; in order to keep installing from binary please use \"pip install psycopg2-binary\" instead. For details see: <http://initd.org/psycopg/docs/install.html#binary-install-from-pypi>.\n",
            "  \"\"\")\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Yt6mtsC8Vnww"
      },
      "source": [
        "## Load dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "J4zesAMzNQXv"
      },
      "source": [
        "import urllib.request\n",
        "import pandas\n",
        "import io\n",
        "\n",
        "url = urllib.request.urlopen('https://github.com/fivethirtyeight/data/blob/master/avengers/avengers.csv?raw=True')\n",
        "text = url.read().decode('utf-8', errors='ignore').lower()\n",
        "f = io.StringIO(text)\n",
        "avengers_data = pandas.read_csv(f)\n",
        "avengers_data.to_sql('avengers', engine, if_exists='replace', method='multi')\n"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VcA_QMUAVpjJ"
      },
      "source": [
        "## Calculate mortality"
      ]
    },
    {
      "cell_type": "code",
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        "colab": {
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        "outputId": "f92b38d3-5758-402b-8ea8-2418de6c1001"
      },
      "source": [
        "%%logica AvengerMortality\n",
        "@Engine(\"psql\");\n",
        "\n",
        "Probability(x) = Sum(if x == \"yes\" then 1.0 else 0.0) / Sum(1.0);\n",
        "\n",
        "AvengerMortality(gender:, death_probability? Probability= death) distinct :-\n",
        "  avengers(gender: avenger_gender, death1: death),\n",
        "  (gender == avenger_gender | gender == \"all\");"
      ],
      "execution_count": 3,
      "outputs": [
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          "data": {
            "application/javascript": [
              "window[\"f49112d4-c300-11eb-9554-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_0628fe4068"
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            "text/plain": [
              "<IPython.core.display.Javascript object>"
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          },
          "metadata": {
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        {
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          "data": {
            "application/javascript": [
              "window[\"f491aa32-c300-11eb-9554-0242ac1c0002\"] = document.querySelector(\"#id2_content_0\");\n",
              "//# sourceURL=js_de9af370e5"
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              "<IPython.core.display.Javascript object>"
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        {
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          "data": {
            "application/javascript": [
              "window[\"f4953b84-c300-11eb-9554-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"f491aa32-c300-11eb-9554-0242ac1c0002\"]);\n",
              "//# sourceURL=js_613391cb48"
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        },
        {
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          "data": {
            "application/javascript": [
              "window[\"f495f1be-c300-11eb-9554-0242ac1c0002\"] = window[\"id2\"].setSelectedTabIndex(0);\n",
              "//# sourceURL=js_38704b08d6"
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        {
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          "text": [
            "The following query is stored at \u001b[1mAvengerMortality_sql\u001b[0m variable.\n",
            "-- Initializing PostgreSQL environment.\n",
            "set client_min_messages to warning;\n",
            "create schema if not exists logica_test;\n",
            "\n",
            "WITH t_0_AvengerMortality_MultBodyAggAux AS (SELECT * FROM (\n",
            "  \n",
            "    SELECT\n",
            "      avengers.gender AS gender,\n",
            "      avengers.death1 AS death_probability\n",
            "    FROM\n",
            "      avengers\n",
            "   UNION ALL\n",
            "  \n",
            "    SELECT\n",
            "      'all' AS gender,\n",
            "      t_1_avengers.death1 AS death_probability\n",
            "    FROM\n",
            "      avengers AS t_1_avengers\n",
            "  \n",
            ") AS UNUSED_TABLE_NAME  )\n",
            "SELECT\n",
            "  AvengerMortality_MultBodyAggAux.gender AS gender,\n",
            "  ((SUM(CASE WHEN (AvengerMortality_MultBodyAggAux.death_probability = 'yes') THEN 1.0 ELSE 0.0 END)) / (SUM(1.0))) AS death_probability\n",
            "FROM\n",
            "  t_0_AvengerMortality_MultBodyAggAux AS AvengerMortality_MultBodyAggAux\n",
            "GROUP BY gender;\n"
          ],
          "name": "stdout"
        },
        {
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          "data": {
            "application/javascript": [
              "window[\"f498c31c-c300-11eb-9554-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"f49112d4-c300-11eb-9554-0242ac1c0002\"]);\n",
              "//# sourceURL=js_22e038e25a"
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              "<IPython.core.display.Javascript object>"
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              "outputarea_id2",
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        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"f49c0c84-c300-11eb-9554-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"f4885cac-c300-11eb-9554-0242ac1c0002\"]);\n",
              "//# sourceURL=js_37043cfb95"
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              "<IPython.core.display.Javascript object>"
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          "data": {
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              "window[\"f49e81c6-c300-11eb-9554-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_befc477143"
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          "data": {
            "application/javascript": [
              "window[\"f49ed7b6-c300-11eb-9554-0242ac1c0002\"] = document.querySelector(\"#id1_content_1\");\n",
              "//# sourceURL=js_330af9c55b"
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            "text/plain": [
              "<IPython.core.display.Javascript object>"
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              "window[\"f49f3206-c300-11eb-9554-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"f49ed7b6-c300-11eb-9554-0242ac1c0002\"]);\n",
              "//# sourceURL=js_906ca1cde7"
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              "<IPython.core.display.Javascript object>"
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            "application/javascript": [
              "window[\"f49f8fb2-c300-11eb-9554-0242ac1c0002\"] = window[\"id1\"].setSelectedTabIndex(1);\n",
              "//# sourceURL=js_5b7fe91c35"
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            "application/javascript": [
              "window[\"f4a2671e-c300-11eb-9554-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"f49e81c6-c300-11eb-9554-0242ac1c0002\"]);\n",
              "//# sourceURL=js_9ba35d25c4"
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          "data": {
            "application/javascript": [
              "window[\"f4a4af10-c300-11eb-9554-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_6529151856"
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            "application/javascript": [
              "window[\"f4a5f500-c300-11eb-9554-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"f4a59560-c300-11eb-9554-0242ac1c0002\"]);\n",
              "//# sourceURL=js_8da8504cd2"
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              "//# sourceURL=js_6a4186126f"
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        {
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          "data": {
            "application/javascript": [
              "window[\"f4a89abc-c300-11eb-9554-0242ac1c0002\"] = document.querySelector(\"#id2_content_1\");\n",
              "//# sourceURL=js_81e3c2df2d"
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              "<IPython.core.display.Javascript object>"
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          "metadata": {
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              "outputarea_id2",
              "user_output"
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          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"f4a8fa5c-c300-11eb-9554-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"f4a89abc-c300-11eb-9554-0242ac1c0002\"]);\n",
              "//# sourceURL=js_24bfaaccd8"
            ],
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              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
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              "id2_content_1",
              "outputarea_id1",
              "outputarea_id2",
              "user_output"
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          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"f4a961d6-c300-11eb-9554-0242ac1c0002\"] = window[\"id2\"].setSelectedTabIndex(1);\n",
              "//# sourceURL=js_4f6c0e485d"
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              "<IPython.core.display.Javascript object>"
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        {
          "output_type": "stream",
          "text": [
            "The following table is stored at \u001b[1mAvengerMortality\u001b[0m variable.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>gender</th>\n",
              "      <th>death_probability</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>female</td>\n",
              "      <td>0.362069</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>male</td>\n",
              "      <td>0.417391</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>all</td>\n",
              "      <td>0.398844</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   gender  death_probability\n",
              "0  female           0.362069\n",
              "1    male           0.417391\n",
              "2     all           0.398844"
            ]
          },
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        {
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          "data": {
            "application/javascript": [
              "window[\"f4b31a96-c300-11eb-9554-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"f4a83c5c-c300-11eb-9554-0242ac1c0002\"]);\n",
              "//# sourceURL=js_1e5913d4ec"
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        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"f4b514cc-c300-11eb-9554-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"f4a4af10-c300-11eb-9554-0242ac1c0002\"]);\n",
              "//# sourceURL=js_d5a5b5f3aa"
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}